René's URL Explorer Experiment


Title: feat: In-memory rag by ilyabo · Pull Request #272 · sqlrooms/sqlrooms · GitHub

Open Graph Title: feat: In-memory rag by ilyabo · Pull Request #272 · sqlrooms/sqlrooms

X Title: feat: In-memory rag by ilyabo · Pull Request #272 · sqlrooms/sqlrooms

Opengraph URL: https://github.com/sqlrooms/sqlrooms/pull/272

X: @github

direct link

Domain: patch-diff.githubusercontent.com

route-pattern/_view_fragments/voltron/pull_requests/show/:user_id/:repository/:id/pull_request_layout(.:format)
route-controllervoltron_pull_requests_fragments
route-actionpull_request_layout
fetch-noncev2:9f93b2e1-da58-96a5-b863-307f83f788ab
current-catalog-service-hashae870bc5e265a340912cde392f23dad3671a0a881730ffdadd82f2f57d81641b
request-idC858:59EE9:1B015CC:25FCA75:6982286F
html-safe-nonce3c23059f3956b6b9f5392dcf72b8f72dcdb2997e98e6657aff36ecbde698c753
visitor-payloadeyJyZWZlcnJlciI6IiIsInJlcXVlc3RfaWQiOiJDODU4OjU5RUU5OjFCMDE1Q0M6MjVGQ0E3NTo2OTgyMjg2RiIsInZpc2l0b3JfaWQiOiI4NTUyNzY2NTA5NDMxMjY5NDg3IiwicmVnaW9uX2VkZ2UiOiJpYWQiLCJyZWdpb25fcmVuZGVyIjoiaWFkIn0=
visitor-hmac0fe21885f8849bf0d2dcf447823fe8418b29a8c2da0e707d14d80152f0c9a94d
hovercard-subject-tagpull_request:3119936236
github-keyboard-shortcutsrepository,pull-request-list,pull-request-conversation,pull-request-files-changed,copilot
google-site-verificationApib7-x98H0j5cPqHWwSMm6dNU4GmODRoqxLiDzdx9I
octolytics-urlhttps://collector.github.com/github/collect
analytics-location///voltron/pull_requests_fragments/pull_request_layout
fb:app_id1401488693436528
apple-itunes-appapp-id=1477376905, app-argument=https://github.com/_view_fragments/voltron/pull_requests/show/sqlrooms/sqlrooms/272/pull_request_layout
twitter:imagehttps://opengraph.githubassets.com/df1c44a70653a70d91a25d4bd44bfa2dac91826455b996883dfba751114acaa8/sqlrooms/sqlrooms/pull/272
twitter:cardsummary_large_image
og:imagehttps://opengraph.githubassets.com/df1c44a70653a70d91a25d4bd44bfa2dac91826455b996883dfba751114acaa8/sqlrooms/sqlrooms/pull/272
og:image:width1200
og:image:height600
og:site_nameGitHub
og:typeobject
og:author:usernameilyabo
hostnamegithub.com
expected-hostnamegithub.com
Nonef29b4256dc96a8de29f6e5fad4bf98fdbfc5cb1dbb313013053581f8470d8a21
turbo-cache-controlno-preview
go-importgithub.com/sqlrooms/sqlrooms git https://github.com/sqlrooms/sqlrooms.git
octolytics-dimension-user_id161231389
octolytics-dimension-user_loginsqlrooms
octolytics-dimension-repository_id750789159
octolytics-dimension-repository_nwosqlrooms/sqlrooms
octolytics-dimension-repository_publictrue
octolytics-dimension-repository_is_forkfalse
octolytics-dimension-repository_network_root_id750789159
octolytics-dimension-repository_network_root_nwosqlrooms/sqlrooms
turbo-body-classeslogged-out env-production page-responsive
disable-turbofalse
browser-stats-urlhttps://api.github.com/_private/browser/stats
browser-errors-urlhttps://api.github.com/_private/browser/errors
release61292800a4f1180f0b13782adc5da7267ec99b94
ui-targetfull
theme-color#1e2327
color-schemelight dark

Links:

Skip to contenthttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#start-of-content
https://patch-diff.githubusercontent.com/
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fsqlrooms%2Fsqlrooms%2Fpull%2F272
GitHub CopilotWrite better code with AIhttps://github.com/features/copilot
GitHub SparkBuild and deploy intelligent appshttps://github.com/features/spark
GitHub ModelsManage and compare promptshttps://github.com/features/models
MCP RegistryNewIntegrate external toolshttps://github.com/mcp
ActionsAutomate any workflowhttps://github.com/features/actions
CodespacesInstant dev environmentshttps://github.com/features/codespaces
IssuesPlan and track workhttps://github.com/features/issues
Code ReviewManage code changeshttps://github.com/features/code-review
GitHub Advanced SecurityFind and fix vulnerabilitieshttps://github.com/security/advanced-security
Code securitySecure your code as you buildhttps://github.com/security/advanced-security/code-security
Secret protectionStop leaks before they starthttps://github.com/security/advanced-security/secret-protection
Why GitHubhttps://github.com/why-github
Documentationhttps://docs.github.com
Bloghttps://github.blog
Changeloghttps://github.blog/changelog
Marketplacehttps://github.com/marketplace
View all featureshttps://github.com/features
Enterpriseshttps://github.com/enterprise
Small and medium teamshttps://github.com/team
Startupshttps://github.com/enterprise/startups
Nonprofitshttps://github.com/solutions/industry/nonprofits
App Modernizationhttps://github.com/solutions/use-case/app-modernization
DevSecOpshttps://github.com/solutions/use-case/devsecops
DevOpshttps://github.com/solutions/use-case/devops
CI/CDhttps://github.com/solutions/use-case/ci-cd
View all use caseshttps://github.com/solutions/use-case
Healthcarehttps://github.com/solutions/industry/healthcare
Financial serviceshttps://github.com/solutions/industry/financial-services
Manufacturinghttps://github.com/solutions/industry/manufacturing
Governmenthttps://github.com/solutions/industry/government
View all industrieshttps://github.com/solutions/industry
View all solutionshttps://github.com/solutions
AIhttps://github.com/resources/articles?topic=ai
Software Developmenthttps://github.com/resources/articles?topic=software-development
DevOpshttps://github.com/resources/articles?topic=devops
Securityhttps://github.com/resources/articles?topic=security
View all topicshttps://github.com/resources/articles
Customer storieshttps://github.com/customer-stories
Events & webinarshttps://github.com/resources/events
Ebooks & reportshttps://github.com/resources/whitepapers
Business insightshttps://github.com/solutions/executive-insights
GitHub Skillshttps://skills.github.com
Documentationhttps://docs.github.com
Customer supporthttps://support.github.com
Community forumhttps://github.com/orgs/community/discussions
Trust centerhttps://github.com/trust-center
Partnershttps://github.com/partners
GitHub SponsorsFund open source developershttps://github.com/sponsors
Security Labhttps://securitylab.github.com
Maintainer Communityhttps://maintainers.github.com
Acceleratorhttps://github.com/accelerator
Archive Programhttps://archiveprogram.github.com
Topicshttps://github.com/topics
Trendinghttps://github.com/trending
Collectionshttps://github.com/collections
Enterprise platformAI-powered developer platformhttps://github.com/enterprise
GitHub Advanced SecurityEnterprise-grade security featureshttps://github.com/security/advanced-security
Copilot for BusinessEnterprise-grade AI featureshttps://github.com/features/copilot/copilot-business
Premium SupportEnterprise-grade 24/7 supporthttps://github.com/premium-support
Pricinghttps://github.com/pricing
Search syntax tipshttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
documentationhttps://docs.github.com/search-github/github-code-search/understanding-github-code-search-syntax
Sign in https://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fsqlrooms%2Fsqlrooms%2Fpull%2F272
Sign up https://patch-diff.githubusercontent.com/signup?ref_cta=Sign+up&ref_loc=header+logged+out&ref_page=%2F%3Cuser-name%3E%2F%3Crepo-name%3E%2Fvoltron%2Fpull_requests_fragments%2Fpull_request_layout&source=header-repo&source_repo=sqlrooms%2Fsqlrooms
Reloadhttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
Reloadhttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
Reloadhttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
sqlrooms https://patch-diff.githubusercontent.com/sqlrooms
sqlroomshttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms
Notifications https://patch-diff.githubusercontent.com/login?return_to=%2Fsqlrooms%2Fsqlrooms
Fork 23 https://patch-diff.githubusercontent.com/login?return_to=%2Fsqlrooms%2Fsqlrooms
Star 351 https://patch-diff.githubusercontent.com/login?return_to=%2Fsqlrooms%2Fsqlrooms
Code https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms
Issues 17 https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/issues
Pull requests 17 https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pulls
Discussions https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/discussions
Actions https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/actions
Projects 0 https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/projects
Security 0 https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/security
Insights https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pulse
Code https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms
Issues https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/issues
Pull requests https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pulls
Discussions https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/discussions
Actions https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/actions
Projects https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/projects
Security https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/security
Insights https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pulse
Sign up for GitHub https://patch-diff.githubusercontent.com/signup?return_to=%2Fsqlrooms%2Fsqlrooms%2Fissues%2Fnew%2Fchoose
terms of servicehttps://docs.github.com/terms
privacy statementhttps://docs.github.com/privacy
Sign inhttps://patch-diff.githubusercontent.com/login?return_to=%2Fsqlrooms%2Fsqlrooms%2Fissues%2Fnew%2Fchoose
Jump to bottomhttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#issue-comment-box
ilyabohttps://patch-diff.githubusercontent.com/ilyabo
sqlrooms:mainhttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/tree/main
stprnvsh:inmemory-raghttps://patch-diff.githubusercontent.com/stprnvsh/sqlrooms/tree/inmemory-rag
feat: In-memory rag https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#top
ilyabohttps://patch-diff.githubusercontent.com/ilyabo
sqlrooms:mainhttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/tree/main
stprnvsh:inmemory-raghttps://patch-diff.githubusercontent.com/stprnvsh/sqlrooms/tree/inmemory-rag
Conversation 10 https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
Commits 4 https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/commits
Checks 3 https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/checks
Files changed https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/files
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
https://github.co/hiddenchars
https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/{{ revealButtonHref }}
https://patch-diff.githubusercontent.com/ilyabo
ilyabohttps://patch-diff.githubusercontent.com/ilyabo
Dec 20, 2025https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#issue-3750218906
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
stprnvshhttps://patch-diff.githubusercontent.com/stprnvsh
December 2, 2025 10:41https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#commits-pushed-01a0cef
https://patch-diff.githubusercontent.com/stprnvsh
add prepare module to handle document chunkinghttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/commits/01a0cef1caafdea75a8e264ce73d1284ab1ae851
01a0cefhttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/commits/01a0cef1caafdea75a8e264ce73d1284ab1ae851
https://patch-diff.githubusercontent.com/stprnvsh
add inmemory database to prepare module in raghttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/commits/c458f92c4bf5b6efed785b2f8c9f7ada7b589d6d
c458f92https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/commits/c458f92c4bf5b6efed785b2f8c9f7ada7b589d6d
https://patch-diff.githubusercontent.com/stprnvsh
prepare pdf / chunk / embeddings genearationhttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/commits/e6dcdadd66d1f305786616c7465f9f8172a1dee8
e6dcdadhttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/commits/e6dcdadd66d1f305786616c7465f9f8172a1dee8
https://patch-diff.githubusercontent.com/stprnvsh
final steps of adding it to Ragstore and Ragslicehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/commits/7094accf8a768803ba51e20224916c4ddc569668
7094acchttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/commits/7094accf8a768803ba51e20224916c4ddc569668
https://patch-diff.githubusercontent.com/ilyabo
ilyabohttps://patch-diff.githubusercontent.com/ilyabo
lixun910https://patch-diff.githubusercontent.com/lixun910
December 20, 2025 16:53https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#event-21685639849
https://patch-diff.githubusercontent.com/ilyabo
ilyabohttps://patch-diff.githubusercontent.com/ilyabo
Dec 20, 2025 https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#ref-pullrequest-3546874560
feat: RAG Python embedding preparation and querying modules #167 https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/167
https://patch-diff.githubusercontent.com/ilyabo
ilyabohttps://patch-diff.githubusercontent.com/ilyabo
Jan 15, 2026https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#issuecomment-3753961020
@greptileaihttps://github.com/greptileai
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
https://patch-diff.githubusercontent.com/apps/greptile-apps
greptile-appshttps://patch-diff.githubusercontent.com/apps/greptile-apps
Jan 15, 2026https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#issuecomment-3753991708
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
https://patch-diff.githubusercontent.com/apps/greptile-apps
greptile-appshttps://patch-diff.githubusercontent.com/apps/greptile-apps
Jan 15, 2026 https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#pullrequestreview-3664849080
View reviewed changes https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/files/7094accf8a768803ba51e20224916c4ddc569668
greptile-appshttps://patch-diff.githubusercontent.com/apps/greptile-apps
https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#pullrequestreview-3664849080
Learn morehttps://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment
Edit Code Review Agent Settingshttps://app.greptile.com/review/github
Greptilehttps://greptile.com?utm_source=greptile_expert&utm_medium=github&utm_campaign=code_reviews&utm_content=sqlrooms_272
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
packages/ai-rag/src/prepare/database.tshttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/files/7094accf8a768803ba51e20224916c4ddc569668#diff-bdd100ae9f0b1f49d92ce3e0753e527498435fcc1c6bdbc7f634432f48007117
greptile-appshttps://patch-diff.githubusercontent.com/apps/greptile-apps
Jan 15, 2026https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#discussion_r2693775779
Learn morehttps://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
packages/ai-rag/src/prepare/database.tshttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/files/7094accf8a768803ba51e20224916c4ddc569668#diff-bdd100ae9f0b1f49d92ce3e0753e527498435fcc1c6bdbc7f634432f48007117
greptile-appshttps://patch-diff.githubusercontent.com/apps/greptile-apps
Jan 15, 2026https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#discussion_r2693775828
Learn morehttps://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
packages/ai-rag/src/RagSlice.tshttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/files/7094accf8a768803ba51e20224916c4ddc569668#diff-4608408d08b0f35b5c4255cd8791106d88d0fcca15b20dc986d706bcefad52a9
greptile-appshttps://patch-diff.githubusercontent.com/apps/greptile-apps
Jan 15, 2026https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#discussion_r2693775883
Learn morehttps://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
packages/ai-rag/src/RagSlice.tshttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/files/7094accf8a768803ba51e20224916c4ddc569668#diff-4608408d08b0f35b5c4255cd8791106d88d0fcca15b20dc986d706bcefad52a9
greptile-appshttps://patch-diff.githubusercontent.com/apps/greptile-apps
Jan 15, 2026https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#discussion_r2693775951
Learn morehttps://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
packages/ai-rag/src/RagSlice.tshttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/files/7094accf8a768803ba51e20224916c4ddc569668#diff-4608408d08b0f35b5c4255cd8791106d88d0fcca15b20dc986d706bcefad52a9
greptile-appshttps://patch-diff.githubusercontent.com/apps/greptile-apps
Jan 15, 2026https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#discussion_r2693776032
Learn morehttps://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
packages/ai-rag/src/prepare/pdf.tshttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/files/7094accf8a768803ba51e20224916c4ddc569668#diff-df9698c0ce8aabae13c29434c871824b51b3bca191b61e7b75a58f3f955b15be
greptile-appshttps://patch-diff.githubusercontent.com/apps/greptile-apps
Jan 15, 2026https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#discussion_r2693776087
Learn morehttps://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
packages/ai-rag/src/prepare/metadata.tshttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/files/7094accf8a768803ba51e20224916c4ddc569668#diff-e4131a96111b507a51cb6ed09baaba81c972b7872d52cb3c47a66c1001f303c8
greptile-appshttps://patch-diff.githubusercontent.com/apps/greptile-apps
Jan 15, 2026https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272#discussion_r2693776161
Learn morehttps://docs.github.com/articles/managing-disruptive-comments/#hiding-a-comment
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
Sign up for freehttps://patch-diff.githubusercontent.com/join?source=comment-repo
Sign in to commenthttps://patch-diff.githubusercontent.com/login?return_to=https%3A%2F%2Fgithub.com%2Fsqlrooms%2Fsqlrooms%2Fpull%2F272
https://patch-diff.githubusercontent.com/lixun910
lixun910 https://patch-diff.githubusercontent.com/lixun910
https://patch-diff.githubusercontent.com/apps/greptile-apps
greptile-apps[bot] https://patch-diff.githubusercontent.com/apps/greptile-apps
https://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272/files/7094accf8a768803ba51e20224916c4ddc569668
Please reload this pagehttps://patch-diff.githubusercontent.com/sqlrooms/sqlrooms/pull/272
https://patch-diff.githubusercontent.com/ilyabo
https://patch-diff.githubusercontent.com/stprnvsh
https://github.com
Termshttps://docs.github.com/site-policy/github-terms/github-terms-of-service
Privacyhttps://docs.github.com/site-policy/privacy-policies/github-privacy-statement
Securityhttps://github.com/security
Statushttps://www.githubstatus.com/
Communityhttps://github.community/
Docshttps://docs.github.com/
Contacthttps://support.github.com?tags=dotcom-footer

Viewport: width=device-width


URLs of crawlers that visited me.